{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)\n",
    "\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_name = \"ec_data\"\n",
    "all_data = np.fromfile(data_name)\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "stand_scaler = MinMaxScaler()\n",
    "all_data = stand_scaler.fit_transform(all_data.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,LSTM\n",
    "\n",
    "\n",
    "def build_model(activation_name,):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(512, input_shape=(sequence_len,1),return_sequences=True))\n",
    "    model.add(LSTM(128))\n",
    "    model.add(Dense(1,activation=activation_name))\n",
    "    optimizer =tf.optimizers.Adam(learning_rate=0.001)\n",
    "    model.compile(loss='mean_squared_error', optimizer=optimizer, metrics=['mape'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = build_model(\"sigmoid\")\n",
    "step = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = keras.models.load_model(data_name+\".h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict = lstm.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict_real = Y_predict.reshape(-1,1)\n",
    "Y_test_real = Y_test.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1dbdc5ac670>]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x144 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 2))\n",
    "plt.plot(Y_predict_real)\n",
    "plt.plot(Y_test_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：0.016670321029365748\n",
      "平均绝对百分比误差(MAPE)：0.04065882891353725\n"
     ]
    }
   ],
   "source": [
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_predict_real, Y_test_real)}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_predict, Y_test)}\")"
   ]
  }
 ]
}